基于边缘PID和FOPID控制器的元启发式算法优化开关磁阻电机的速度控制和转矩脉动减小

IF 6.6 1区 计算机科学 Q1 Multidisciplinary
Mostafa Jabari;Amin Rad
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引用次数: 0

摘要

本文演示了优化技术的应用,即蜣螂优化器(DBO)和蚁狮优化器(ALO),以提高级联比例积分导数(PID)和分数阶PID (FOPID)控制器在工业网络边缘的性能,用于开关磁阻电机(SRM)速度控制和转矩脉动减小。与现有的优化方法相比,这些技术在更快的收敛和更低的计算复杂度方面具有显著的优势。我们的研究采用PID和FOPID控制器来调节SRM的速度和转矩,并对其他优化方法进行了比较分析。在SRM控制领域,我们强调了迟滞带块在减轻突然状态转换方面的重要性,特别是在需要精确控制的噪声或微变量输入信号存在时确保稳定运行至关重要。结果强调了所提出的优化策略的优越性能,特别是基于dbo的级联PID和FOPID控制器,它们显示出减少扭矩和电流波动以及提高速度响应。我们的研究涵盖了不同的加载条件,并通过使用MATLAB/SIMULINK进行的时域模拟得到了证实。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Optimization of Speed Control and Reduction of Torque Ripple in Switched Reluctance Motors Using Metaheuristic Algorithms Based PID and FOPID Controllers at the Edge
This paper demonstrates the application of optimization techniques, namely the Dung Beetle Optimizer (DBO) and the Ant-Lion Optimizer (ALO), to enhance the performance of cascaded Proportional Integral Derivative (PID) and Fractional Order PID (FOPID) controllers at the edge of an industrial network for Switched Reluctance Motor (SRM) speed control and torque ripple reduction. These techniques present notable advantages in terms of faster convergence and reduced computational complexity compared to existing optimization methods. Our research employs PID and FOPID controllers to regulate the speed and torque of the SRM, with a comparative analysis of other optimization approaches. In the domain of SRM control, we highlight the significance of the hysteresis band block in mitigating sudden state transitions, especially crucial for ensuring stable operation in the presence of noisy or slightly variable input signals requiring precise control. The results underscore the superior performance of the proposed optimization strategies, particularly showcasing the DBO-based cascaded PID and FOPID controllers, which exhibit reduced torque and current ripples along with improved speed response. Our investigation encompasses diverse loading conditions and is substantiated through time-domain simulations performed using MATLAB/SIMULINK.
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来源期刊
Tsinghua Science and Technology
Tsinghua Science and Technology COMPUTER SCIENCE, INFORMATION SYSTEMSCOMPU-COMPUTER SCIENCE, SOFTWARE ENGINEERING
CiteScore
10.20
自引率
10.60%
发文量
2340
期刊介绍: Tsinghua Science and Technology (Tsinghua Sci Technol) started publication in 1996. It is an international academic journal sponsored by Tsinghua University and is published bimonthly. This journal aims at presenting the up-to-date scientific achievements in computer science, electronic engineering, and other IT fields. Contributions all over the world are welcome.
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